GEO / AI VISIBILITY
AI can know a brand and never recommend it.
A direct question about the brand tests recognition. A commercial question about who to choose tests actual visibility.
Recognition
The model correctly names the website, category and product when the brand is already inside the prompt.
Discovery
The model retrieves the brand from the competitive field without being prompted with its name.
Recommendation
The model not only mentions the brand but explains why it fits the buyer's criteria.
Practical takeawayDo not optimise for an imagined algorithm. Capture a baseline, identify a specific gap, then change sources, pages and mentions.
Preliminary assessment
First, we check if there is a real problem to solve.
Complete the short form. Within 24 hours the team will review the site, product and competitive field, then message you on Telegram with an honest assessment.
No files. No passwords. No automated promises.Scope and commercial terms are defined after the assessment.